Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Claims, flag “Date of birth unreadable”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth unreadableClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411251	CLM	Heather B Webb	—	—	—	4296 Harbor Blvd, Dallas, TX, 75252	0.40	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-421084	CLM	Rebecca Carlson	—	—	—	3457 Bayshore Dr, Chandler, AZ, 85242	0.40	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-419530	CLM	Ashley B Munoz	—	—	5102809704	776 Apache Blvd # 350, Nashville, TN, 37282	0.40	Name split from “Last, First”Date of birth unreadable Unit split from street Street suffix standardised+2 more
CLM-410656	CLM	Amanda Foster	—	—	—	395 Washington St # 772, San Diego, CA, 92199	0.40	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
CLM-432613	CLM	Samantha Martiin	—	—	8277122983	9290 Canyon Rd Apt 28, San Antonio, TX, 78217	0.40	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
CLM-411946	CLM	Elijah Wood	—	UHC-50101-19	—	2755 Sage Ct, Glendale, AZ	0.40	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
CLM-411263	CLM	Adam Bailey	—	—	—	8267 Sage Ct, Fresno, CA, 93726	0.40	Date of birth unreadable SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-427980	CLM	Abigail Rios	—	UHC-06532-92	—	5815 Bayshore Dr # 218, San Antonio, TX, 78296	0.40	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431126	CLM	Joshua Watson	—	UHC-57517-29	—	5300 Lake View Rd, Atlanta, GA, 30366	0.40	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-424742	CLM	Mason Reynolds	—	UHC-47917-80	8472524049	4475 Indian School Rd, Charlotte, NC, 28276	0.40	Name split from “Last, First”Date of birth unreadable Phone reformatted SSN last four extracted+2 more
CLM-430583	CLM	Ahmed H Sullivan	—	UHC-97738-74	—	8848 Desert Sky Blvd, Charlotte, NC, 28296	0.40	Middle initial moved out of first name Date of birth unreadable Phone missing area code Street suffix standardised+2 more
CLM-430856	CLM	Karen Young	—	UHC-94385-95	—	2949 Hillcrest Rd Apt 1, San Diego, CA	0.40	Date of birth unreadable SSN last four extracted Unit split from street ZIP missing+2 more
CLM-426990	CLM	Martah P Jenkins	—	UHC-38108-73	2944769082	8650 Apache Blvd Apt 4, Sacramento, CA, 95821	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
CLM-410539	CLM	Janet Wood	—	UHC-90445-01	4788274782	230 Ocean Ave, Phoenix, AZ, 85070	0.46	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+5 more
CLM-430138	CLM	Ronald Butler	—	UHC-23449-92	8394708174	6971 Lake View Rd, Las Vegas, NV, 89162	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
CLM-402845	CLM	Janet W Lopez	—	UHC-53522-23	5136197458	7540 Mountain View Dr, Miami, FL, 33140	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
CLM-414522	CLM	Mateo Perez	—	—	9009394352	2630 Maple Ave, Tampa, FL, 33636	0.46	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
CLM-428219	CLM	Austin Welch	—	UHC-09700-72	7728276325	278 Palm Dr, Gilbert, AZ	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-419720	CLM	Theresa G Ruiz	—	UHC-19329-14	8887560910	5807 Bayshore Dr, Columbus, OH, 43290	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-405123	CLM	KathleenJunk	—	UHC-42417-24	9738738383	8881 Pine Dr, Fresno, CA, 93762	0.48	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+4 more
CLM-405886	CLM	Ethan R Robertson	—	—	5363302824	4600 Canyon Rd, Seattle, WA, 98106	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-412689	CLM	Isabella P Wilson	—	UHC-32664-98	2785996102	8501 Spring St, San Diego, CA, 92113	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-424766	CLM	Camila Washington	—	UHC-17485-33	—	456 Market St, Las Vegas, NV	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
CLM-408369	CLM	Mason A Maldonado	—	—	2722862384	1570 Union St, Tampa, FL, 33604	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted City re-cased+4 more
CLM-406912	CLM	Priya Barnes	—	—	—	4086 Ocean Ave, Tampa, FL	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
CLM-414920	CLM	Don Hamilton	—	UHC-49782-38	3453084119	4473 Canyon Rd, Columbus, OH, 43291	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-424685	CLM	Johnson Teresa	—	UHC-93030-14	2097641862	3273 Washington St, Austin, TX, 78701	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416946	CLM	Ralph Montgomery	—	—	—	4474 Sage Ct Apt 36, Mesa, AZ, 85254	0.48	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+4 more
CLM-431020	CLM	Sarah S Dunn	—	UHC-26514-98	2545140687	4136 Grand Ave Apt 5, Dallas, TX, 75268	0.48	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-416152	CLM	Nathan Le	—	UHC-58783-64	5219134034	6482 Forest Ave, Las Vegas, NV, 89182	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
CLM-403397	CLM	Jeremy Munoz	—	UHC-92193-29	9218602035	1606 Church St, Eden Prairie, MN, 55314	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-430090	CLM	Walter Burns	—	—	—	739 Valley View Dr, Seattle, WA, 98183	0.48	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+4 more
CLM-432040	CLM	Brittany Shaw	—	UHC-43130-16	5076170562	6327 Ridge Rd, Denver, CO, 80299	0.48	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-411331	CLM	Dylan F Dean	—	UHC-33903-05	3722813844	—	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
CLM-402761	CLM	Lidna Oliver	—	UHC-29977-44	2294438693	1038 Sunset Blvd, Eden Prairie, MN, 55375	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-430447	CLM	Arthur X Hell	—	UHC-60721-03	9268253521	8579 Camelback Rd, Chandler, AZ, 85245	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-432472	CLM	Juan Snyder	—	—	2779678554	7663 Spring St # 821, Las Vegas, NV, 89164	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-432581	CLM	Zachary Mitchell	—	UHC-77378-20	4269049941	5449 Jefferson Ave, Charlotte, NC, 28278	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410180	CLM	Dylan Simpson	—	—	4672681835	4745 Lake View Rd Apt 3, Minneapolis, MN, 55475	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-431677	CLM	Christopher Q Willis	—	UHC-10720-18	—	269 Indian School Rd, Jacksonville, FL	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-428739	CLM	Carl Li	—	—	—	2696 Sage Ct, Jacksonville, FL, 32277	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-400164	CLM	Charlotte Wheeler	—	UHC-02876-57	—	8961 Park Pl, Sacramento, CA, 95844	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-408370	CLM	Mason Maldonado	—	UHC-54625-23	—	1570 Union St, Tampa, FL, 33604	0.50	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+3 more
CLM-403918	CLM	Wayne Marshall	—	UHC-10389-42	3399188121	6503 Highland Ave, Los Angeles, CA, 90022	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-421966	CLM	Jeffrey Harrison	—	—	—	6635 Canyon Rd, Las Vegas, NV, 89189	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
CLM-417970	CLM	Frances Y Hanson	—	UHC-45521-79	—	6548 Willow Ct, Phoenix, AZ, 85041	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-406794	CLM	Julie Pena	—	—	—	59 Mountain View Dr, Tucson, AZ, 85739	0.50	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-405621	CLM	Hirohsi Kennedy	—	—	—	4777 Ocean Ave, Nashville, TN, 37294	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
CLM-405316	CLM	Sofia Ortiz	—	UHC-21428-86	9444603185	8551 Market St, Fresno, CA, 93776	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431323	CLM	Jack N Jordan	—	—	8123620354	7965 Washington St, Houston, TX	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more

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